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Implementation guides

Recipes for turning actor output into useful systems.

HarvestLab guides are plain-text, code-forward MDX articles that explain how to move public actor output into reporting, retrieval, and day-to-day automation. The examples favor compact JSON schemas, source citations, and operational steps teams can copy into production pipelines.

Use-cases and implementation guides

Search recipes by actor, vector database, reporting workflow, or orchestration tool. Each guide maps a HarvestLab feed into a concrete retrieval, reporting, or MCP deployment pattern.

Lead Gen
CRM
Contact Data

Website Contact Extractor for B2B Lead Enrichment

Turn company domains into CRM-ready contact rows with emails, phones, social profiles, source URLs, and practical QA fields.

May 30, 2026 · 6 min read

Amazon
Price Monitoring
Ecommerce

Amazon Product Scraper for Price Monitoring

Build a simple Amazon price monitor from ASINs, prices, availability, seller data, ratings, review counts, and source URLs.

May 30, 2026 · 6 min read

eBay
Sold Listings
Pricing

eBay Sold Listings Scraper for Price Research

Use active and sold eBay listings to estimate resale value, spot pricing gaps, and keep marketplace research grounded in real transactions.

May 30, 2026 · 6 min read

YouTube
Transcripts
RAG

YouTube Transcript Scraper API Alternative

Collect public YouTube transcripts and metadata for search, summaries, citations, and RAG systems without managing the YouTube API.

May 30, 2026 · 7 min read

Shopify
Catalog Monitoring
Ecommerce

Shopify Product Scraper for Competitor Monitoring

Monitor Shopify products, variants, SKUs, collections, prices, discounts, stock signals, and catalog changes from public storefronts.

May 30, 2026 · 6 min read

SEO
Rank Tracking
Reporting

Google Rank Tracker for SEO Agency Reports

Track Google keyword positions by country and language, then turn rank deltas, snippets, and URLs into weekly client reports.

May 30, 2026 · 6 min read

Local Leads
Google Maps
Prospecting

Google Maps Business Leads for Local Prospecting

Create local prospecting lists from European Google Maps searches with names, websites, phones, categories, addresses, and map URLs.

May 30, 2026 · 6 min read

App Reviews
Sentiment
Product Feedback

App Store Review Scraper for Sentiment Analysis

Turn iOS and Google Play reviews into product feedback tables with ratings, review text, sentiment labels, and competitor context.

May 30, 2026 · 6 min read

Jobs
Hiring Signals
Sales Triggers

ATS Hiring Signal Monitor for Greenhouse, Lever, Ashby

Monitor public ATS job boards for new roles, closed roles, team growth, remote hiring, and account-level sales or recruiting signals.

May 30, 2026 · 7 min read

MCP
GitHub
Agent Recipes

GitHub Trending MCP Tech-Radar Agent

Use GitHub Trending MCP records to rank emerging repositories, cluster themes, and feed a weekly technical radar into an LLM agent.

May 20, 2026 · 6 min read

RAG
Reddit
LangChain

Reddit Sentiment to Pinecone and LangChain

A practical pattern for converting subreddit posts into compact sentiment documents with source URLs, then loading them into LangChain and Pinecone.

May 20, 2026 · 7 min read